{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Network-Constrained Spatial Clustering\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "Cluster a set of firms based on their network distances from each other. That is, two locations may be close to each other spatially, but are they close to each other along the network that constrains travel?\n",
    "\n",
    "  - [Documentation](https://osmnx.readthedocs.io/)\n",
    "  - [Journal article and citation info](https://geoffboeing.com/publications/osmnx-paper/)\n",
    "  - [Code repository](https://github.com/gboeing/osmnx)\n",
    "  - [Examples gallery](https://github.com/gboeing/osmnx-examples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:42.421094400Z",
     "start_time": "2025-03-08T08:09:37.180731700Z"
    }
   },
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import numpy as np\n",
    "import osmnx as ox\n",
    "import pandas as pd\n",
    "from scipy.sparse import csr_matrix\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.neighbors import sort_graph_by_row_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:49.544601500Z",
     "start_time": "2025-03-08T08:09:42.424095600Z"
    }
   },
   "outputs": [],
   "source": [
    "# model the street network\n",
    "latlon = (37.8226, -122.2340)\n",
    "G = ox.graph.graph_from_point(latlon, dist=1500, network_type=\"drive\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a fake set of firms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:49.549603200Z",
     "start_time": "2025-03-08T08:09:49.547595200Z"
    }
   },
   "outputs": [],
   "source": [
    "# fake data: create n_firms randomly distributed across 3 firm centers\n",
    "n_firms = 30\n",
    "center_latlons = [(37.8175, -122.2316), (37.8216, -122.2439), (37.8268, -122.2286)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:49.579600100Z",
     "start_time": "2025-03-08T08:09:49.553598600Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "30"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# randomly scatter the firms around the centers\n",
    "np.random.seed(0)\n",
    "scale = 0.001\n",
    "size = int(n_firms / len(center_latlons))\n",
    "firm_lats = []\n",
    "firm_lons = []\n",
    "for lat, lon in center_latlons:\n",
    "    firm_lons.extend(np.random.normal(loc=lon, scale=scale, size=size))\n",
    "    firm_lats.extend(np.random.normal(loc=lat, scale=scale, size=size))\n",
    "\n",
    "firms = pd.DataFrame({\"lat\": firm_lats, \"lon\": firm_lons})\n",
    "len(firms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.111706900Z",
     "start_time": "2025-03-08T08:09:49.582599500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": "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"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# plot the firms and the points around which they cluster\n",
    "fig, ax = ox.plot.plot_graph(G, node_color=\"#aaaaaa\", node_size=0, show=False, close=True)\n",
    "ax.scatter(x=firms[\"lon\"], y=firms[\"lat\"], c=\"w\", marker=\".\", s=100, zorder=2)\n",
    "fig.canvas.draw()\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regular spatial clustering with DBSCAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.112706400Z",
     "start_time": "2025-03-08T08:09:51.110706900Z"
    }
   },
   "outputs": [],
   "source": [
    "# parameterize DBSCAN\n",
    "eps = 300  # meters\n",
    "minpts = 3  # smallest cluster size allowed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.177711300Z",
     "start_time": "2025-03-08T08:09:51.113708600Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "3"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute DBSCAN using great-circle distances\n",
    "eps_rad = eps / 3671000.0  # meters to radians\n",
    "db = DBSCAN(eps=eps_rad, min_samples=minpts, metric=\"haversine\", algorithm=\"ball_tree\")\n",
    "firms[\"spatial_cluster\"] = db.fit_predict(np.deg2rad(firms[[\"lat\", \"lon\"]]))\n",
    "len(firms[\"spatial_cluster\"].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.523740100Z",
     "start_time": "2025-03-08T08:09:51.177711300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": "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"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# plot firms by cluster\n",
    "color_map = {-1: \"w\", 0: \"y\", 1: \"r\", 2: \"c\", 3: \"b\"}\n",
    "point_colors = [color_map[c] for c in firms[\"spatial_cluster\"]]\n",
    "fig, ax = ox.plot.plot_graph(G, node_size=0, show=False, close=True)\n",
    "ax.scatter(x=firms[\"lon\"], y=firms[\"lat\"], c=point_colors, marker=\".\", s=100, zorder=2)\n",
    "fig.canvas.draw()\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create network-constrained distance matrix\n",
    "\n",
    "Speed up the distance matrix computation: rather than calculating every firm to every firm, find every node with at least 1 firm attached, then calculate every such node to every such node distance. Once we have the node-to-node distances, reindex it to make those distances firm-to-firm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.524742800Z",
     "start_time": "2025-03-08T08:09:51.492736100Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "30"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# attach nearest network node to each firm\n",
    "firms[\"nn\"] = ox.distance.nearest_nodes(G, X=firms[\"lon\"], Y=firms[\"lat\"])\n",
    "len(firms[\"nn\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.525741400Z",
     "start_time": "2025-03-08T08:09:51.506739300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "17"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get distances for each pair of nodes that have firms attached to them\n",
    "nodes_unique = pd.Series(firms[\"nn\"].unique())\n",
    "nodes_unique.index = nodes_unique.values\n",
    "len(nodes_unique)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.716750200Z",
     "start_time": "2025-03-08T08:09:51.512738700Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "289"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def network_distance_matrix(u, D, vs=nodes_unique):\n",
    "    dists = (nx.dijkstra_path_length(D, source=u, target=v, weight=\"length\") for v in vs)\n",
    "    return pd.Series(dists, index=vs)\n",
    "\n",
    "\n",
    "# create node-based distance matrix\n",
    "# convert DiGraph for simpler faster distance matrix calculation\n",
    "D = ox.convert.to_digraph(G, weight=\"length\")\n",
    "node_dm = nodes_unique.apply(network_distance_matrix, D=D)\n",
    "node_dm = node_dm.astype(int)\n",
    "node_dm.size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make distance matrix sparse\n",
    "\n",
    "In a regular distance matrix, zero elements are considered neighbors (they're on top of each other). With a sparse matrix only nonzero elements may be considered neighbors for DBSCAN. First, make all zeros a very small number instead, so we don't ignore them. Otherwise, we wouldn't consider two firms attached to the same node as cluster neighbors. Then set everything bigger than epsilon to 0, so we do ignore it as we won't consider them neighbors anyway."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.723757600Z",
     "start_time": "2025-03-08T08:09:51.717752400Z"
    }
   },
   "outputs": [],
   "source": [
    "node_dm[node_dm == 0] = 1\n",
    "node_dm[node_dm > eps] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.759754300Z",
     "start_time": "2025-03-08T08:09:51.725747300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "900"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# reindex node-based distance matrix to create network-based distance matrix\n",
    "net_dm = node_dm.reindex(index=firms[\"nn\"], columns=firms[\"nn\"])\n",
    "net_dm.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.803756600Z",
     "start_time": "2025-03-08T08:09:51.762753400Z"
    }
   },
   "outputs": [],
   "source": [
    "# convert network-based distance matrix to a sparse matrix\n",
    "net_dm_sparse = sort_graph_by_row_values(csr_matrix(net_dm), warn_when_not_sorted=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cluster firms along the network\n",
    "\n",
    "Use the sparse network-based distance matrix to compute DBSCAN (converges much faster and uses much less memory than using the dense matrix with a big data set)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:51.863759800Z",
     "start_time": "2025-03-08T08:09:51.805756100Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "4"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# use metric=precomputed to fit model to the sparse network-based distance matrix\n",
    "db = DBSCAN(eps=eps, min_samples=minpts, metric=\"precomputed\")\n",
    "firms[\"network_cluster\"] = db.fit_predict(net_dm_sparse)\n",
    "len(firms[\"network_cluster\"].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:52.187783500Z",
     "start_time": "2025-03-08T08:09:51.858759500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": "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"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# plot firms by cluster\n",
    "color_map = {-1: \"w\", 0: \"y\", 1: \"r\", 2: \"c\", 3: \"m\"}\n",
    "point_colors = [color_map[c] for c in firms[\"network_cluster\"]]\n",
    "ns = [50 if n in firms[\"nn\"].values else 0 for n in G.nodes()]\n",
    "fig, ax = ox.plot.plot_graph(G, node_color=\"gray\", node_size=0, show=False, close=True)\n",
    "ax.scatter(x=firms[\"lon\"], y=firms[\"lat\"], c=point_colors, marker=\".\", s=100, zorder=3)\n",
    "fig.canvas.draw()\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:52.200785Z",
     "start_time": "2025-03-08T08:09:52.187783500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "          lon        lat         nn  spatial_cluster  network_cluster\n4 -122.229732  37.817944   53156417                0                0\n5 -122.232577  37.817834   53068826                0                1\n6 -122.230650  37.818994   53156417                0                0\n7 -122.231751  37.817295  260707482                0                1\n8 -122.231703  37.817813   53068826                0                1",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>lon</th>\n      <th>lat</th>\n      <th>nn</th>\n      <th>spatial_cluster</th>\n      <th>network_cluster</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>4</th>\n      <td>-122.229732</td>\n      <td>37.817944</td>\n      <td>53156417</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>-122.232577</td>\n      <td>37.817834</td>\n      <td>53068826</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>-122.230650</td>\n      <td>37.818994</td>\n      <td>53156417</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>-122.231751</td>\n      <td>37.817295</td>\n      <td>260707482</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>-122.231703</td>\n      <td>37.817813</td>\n      <td>53068826</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compare firms' spatial clusters to network-based clusters\n",
    "firms = firms.reindex(columns=[\"lon\", \"lat\", \"nn\", \"spatial_cluster\", \"network_cluster\"])\n",
    "firms.iloc[4:9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:52.203784Z",
     "start_time": "2025-03-08T08:09:52.200785Z"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
